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Chasing opportunity? Inequality of opportunity and educational self-selection of interprovincial migrants in China

Author

Listed:
  • Jiantao Zhou

    (Hong Kong Polytechnic University)

  • Eddie Chi-Man Hui

    (Hong Kong Polytechnic University)

  • Huiwen Peng

    (Hong Kong Polytechnic University)

Abstract

This paper investigates the effects of two different income inequality components, inequality of opportunity (IOP) and inequality of effort (IOE), on the educational self-selection of interprovincial migrants in China. Employing 2010 China Family Panel Studies (CFPS) survey data and 2015 one percent population sampling survey data, our empirical results verify that lower levels of income inequality and two components, IOP and IOE, in destination increase migration incentives more for low-educated migrants, which largely explains the higher migration probabilities of lower-educated ones from inland to coastal provinces during 2011–2015. Further results demonstrate that young migrants who migrate to coastal regions pay more attention to the IOP than other migrant groups.

Suggested Citation

  • Jiantao Zhou & Eddie Chi-Man Hui & Huiwen Peng, 2022. "Chasing opportunity? Inequality of opportunity and educational self-selection of interprovincial migrants in China," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 69(2), pages 281-309, October.
    • Handle: RePEc:spr:anresc:v:69:y:2022:i:2:d:10.1007_s00168-022-01123-z
    DOI: 10.1007/s00168-022-01123-z
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    as
    1. Kevin Lang & Ariella Kahn-Lang Spitzer, 2020. "Race Discrimination: An Economic Perspective," Journal of Economic Perspectives, American Economic Association, vol. 34(2), pages 68-89, Spring.
    2. George J Borjas & Ilpo Kauppinen & Panu Poutvaara, 2019. "Self-selection of Emigrants: Theory and Evidence on Stochastic Dominance in Observable and Unobservable Characteristics," The Economic Journal, Royal Economic Society, vol. 129(617), pages 143-171.
    3. Björklund, Anders & Roine, Jesper & Waldenström, Daniel, 2012. "Intergenerational top income mobility in Sweden: Capitalist dynasties in the land of equal opportunity?," Journal of Public Economics, Elsevier, vol. 96(5), pages 474-484.
    4. John Kennan & James R. Walker, 2011. "The Effect of Expected Income on Individual Migration Decisions," Econometrica, Econometric Society, vol. 79(1), pages 211-251, January.
    5. Michèle V. K. Belot & Timothy J. Hatton, 2012. "Immigrant Selection in the OECD," Scandinavian Journal of Economics, Wiley Blackwell, vol. 114(4), pages 1105-1128, December.
    6. Juan C. Palomino & Gustavo A. Marrero & Juan G. Rodríguez, 2019. "Channels of Inequality of Opportunity: The Role of Education and Occupation in Europe," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 143(3), pages 1045-1074, June.
    7. François Bourguignon & Francisco H. G. Ferreira & Marta Menéndez, 2013. "Inequality of Opportunity in Brazil: A Corrigendum," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 59(3), pages 551-555, September.
    8. Daniele Checchi & Vito Peragine, 2010. "Inequality of opportunity in Italy," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 8(4), pages 429-450, December.
    9. repec:dau:papers:123456789/1552 is not listed on IDEAS
    10. Larry A. Sjaastad, 1970. "The Costs and Returns of Human Migration," Palgrave Macmillan Books, in: Harry W. Richardson (ed.), Regional Economics, chapter 9, pages 115-133, Palgrave Macmillan.
    11. Bacolod, Marigee & De la Roca, Jorge & Ferreyra, María Marta, 2021. "In search of better opportunities: Sorting and agglomeration effects among young college graduates in Colombia," Regional Science and Urban Economics, Elsevier, vol. 87(C).
    12. C. Xing, 2014. "Migration, self-selection and income distributions," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 22(3), pages 539-576, July.
    13. François Bourguignon & Francisco H. G. Ferreira & Marta Menéndez, 2007. "Inequality Of Opportunity In Brazil," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 53(4), pages 585-618, December.
    14. François Bourguignon & Francisco H. G. Ferreira & Marta Menéndez, 2007. "Inequality of opportunity in Brazil," PSE-Ecole d'économie de Paris (Postprint) halshs-00754189, HAL.
    15. Arnaud Lefranc & Nicolas Pistolesi & Alain Trannoy, 2008. "Inequality Of Opportunities Vs. Inequality Of Outcomes: Are Western Societies All Alike?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 54(4), pages 513-546, December.
    16. Yi Fan & Junjian Yi & Junsen Zhang, 2021. "Rising Intergenerational Income Persistence in China," American Economic Journal: Economic Policy, American Economic Association, vol. 13(1), pages 202-230, February.
    17. Oded Galor & Joseph Zeira, 1993. "Income Distribution and Macroeconomics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(1), pages 35-52.
    18. De la Roca, Jorge, 2017. "Selection in initial and return migration: Evidence from moves across Spanish cities," Journal of Urban Economics, Elsevier, vol. 100(C), pages 33-53.
    19. Eric D. Gould & Omer Moav, 2016. "Does High Inequality Attract High Skilled Immigrants?," Economic Journal, Royal Economic Society, vol. 126(593), pages 1055-1091, June.
    20. George J. Borjas, 2021. "Self-Selection and the Earnings of Immigrants," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 4, pages 69-91, World Scientific Publishing Co. Pte. Ltd..
    21. McFadden, Daniel, 1974. "The measurement of urban travel demand," Journal of Public Economics, Elsevier, vol. 3(4), pages 303-328, November.
    22. David McKenzie & Hillel Rapoport, 2010. "Self-Selection Patterns in Mexico-U.S. Migration: The Role of Migration Networks," The Review of Economics and Statistics, MIT Press, vol. 92(4), pages 811-821, November.
    23. Mejia, Daniel & St-Pierre, Marc, 2008. "Unequal opportunities and human capital formation," Journal of Development Economics, Elsevier, vol. 86(2), pages 395-413, June.
    24. Francisco H. G. Ferreira & Jérémie Gignoux, 2011. "The Measurement Of Inequality Of Opportunity: Theory And An Application To Latin America," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 57(4), pages 622-657, December.
    25. Cynthia Kinnan & Shing-Yi Wang & Yongxiang Wang, 2018. "Access to Migration for Rural Households," American Economic Journal: Applied Economics, American Economic Association, vol. 10(4), pages 79-119, October.
    26. Song, Yang & Zhou, Guangsu, 2019. "Inequality of opportunity and household education expenditures: Evidence from panel data in China," China Economic Review, Elsevier, vol. 55(C), pages 85-98.
    27. Grogger, Jeffrey & Hanson, Gordon H., 2011. "Income maximization and the selection and sorting of international migrants," Journal of Development Economics, Elsevier, vol. 95(1), pages 42-57, May.
    28. Marrero, Gustavo A. & Rodríguez, Juan G., 2013. "Inequality of opportunity and growth," Journal of Development Economics, Elsevier, vol. 104(C), pages 107-122.
    29. Holger Sieg & Chamna Yoon & Jipeng Zhang, 2020. "The Impact of Migration Controls on Urban Fiscal Policies and the Intergenerational Transmission of Human Capital in China," NBER Working Papers 27764, National Bureau of Economic Research, Inc.
    30. Zhu, Nong, 2002. "The impacts of income gaps on migration decisions in China," China Economic Review, Elsevier, vol. 13(2-3), pages 213-230.
    31. Daniel Chiquiar & Gordon H. Hanson, 2005. "International Migration, Self-Selection, and the Distribution of Wages: Evidence from Mexico and the United States," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 239-281, April.
    32. Abramitzky, Ran, 2009. "The effect of redistribution on migration: Evidence from the Israeli kibbutz," Journal of Public Economics, Elsevier, vol. 93(3-4), pages 498-511, April.
    33. Gamboa, Luis Fernando & Waltenberg, Fábio D., 2012. "Inequality of opportunity for educational achievement in Latin America: Evidence from PISA 2006–2009," Economics of Education Review, Elsevier, vol. 31(5), pages 694-708.
    34. Song, Yang & Wu, Weixing & Zhou, Guangsu, 2020. "Inequality of opportunity and household risky asset investment: Evidence from panel data in China," China Economic Review, Elsevier, vol. 63(C).
    35. Florian Wendelspiess Chavez Juarez & Isidro Soloaga, 2014. "iop: Estimating ex-ante inequality of opportunity," Stata Journal, StataCorp LLC, vol. 14(4), pages 830-846, December.
    36. Eddie Chi Man Hui & Ka Hung Yu & Yinchuan Ye, 2014. "Housing Preferences of Temporary Migrants in Urban China in the wake of Gradual Hukou Reform: A Case Study of Shenzhen," International Journal of Urban and Regional Research, Wiley Blackwell, vol. 38(4), pages 1384-1398, July.
    37. Chiu, W Henry, 1998. "Income Inequality, Human Capital Accumulation and Economic Performance," Economic Journal, Royal Economic Society, vol. 108(446), pages 44-59, January.
    38. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    39. François Bourguignon & Francisco H. G. Ferreira & Marta Menéndez, 2007. "Inequality of opportunity in Brazil," Post-Print halshs-00754189, HAL.
    40. Jane Golley & Sherry Tao Kong, 2013. "Inequality in Intergenerational Mobility of Education in China," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 21(2), pages 15-37, March.
    41. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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    More about this item

    JEL classification:

    • D63 - Microeconomics - - Welfare Economics - - - Equity, Justice, Inequality, and Other Normative Criteria and Measurement
    • R23 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Regional Migration; Regional Labor Markets; Population

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